COMMET: Orders-of-magnitude speed-up in finite element method via batch-vectorized neural constitutive updates
COMMET Solve COMMET solve is finite element solver focused on batch-vectorized constitutive updates and performant integration of neural constitutive models (NCM). It is a module that exists as a part of the computational mechanics and machine learning toolbox (COMMET). COMMET solve is currently in a beta testing stage. A ready-to-go docker image is provided on Docker hub. You can find documentation on how to install and use COMMET here. You can find the associated GitHub repo here.
Authors
- Mathias Peirlinck (ORCID: https://orcid.org/0000-0002-4948-5585)
- Siddhant Kumar (ORCID: https://orcid.org/0000-0003-1602-8641)
- Benjamin Alheit (ORCID: https://orcid.org/0000-0003-0273-1707)
Publication Details
- Journal
- Computer Methods in Applied Mechanics and Engineering
- Published
- 2026-01-14
- DOI
- https://doi.org/10.1016/j.cma.2026.118728
- Primary Topic
- Structural Health Monitoring Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00